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<p>Weighted sum of kernel functions.  
 <a href="classshark_1_1_subrange_kernel.html#details">More...</a></p>

<p><code>#include &lt;<a class="el" href="_subrange_kernel_8h_source.html">shark/Models/Kernels/SubrangeKernel.h</a>&gt;</code></p>
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  <img id="dynsection-0-trigger" src="closed.png" alt="+"/> Inheritance diagram for shark::SubrangeKernel&lt; InputType, InnerKernel &gt;:</div>
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<div class="center"><img src="classshark_1_1_subrange_kernel__inherit__graph.png" border="0" usemap="#ashark_1_1_subrange_kernel_3_01_input_type_00_01_inner_kernel_01_4_inherit__map" alt="Inheritance graph"/></div>
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<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-methods" name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:ad3d16c38f2af5e5cb43bcf716bea225b" id="r_ad3d16c38f2af5e5cb43bcf716bea225b"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_subrange_kernel.html#ad3d16c38f2af5e5cb43bcf716bea225b">name</a> () const</td></tr>
<tr class="memdesc:ad3d16c38f2af5e5cb43bcf716bea225b"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name.  <br /></td></tr>
<tr class="separator:ad3d16c38f2af5e5cb43bcf716bea225b"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:af74f43289f60c804b43e0c87305b8991" id="r_af74f43289f60c804b43e0c87305b8991"><td class="memTemplParams" colspan="2">template&lt;class Kernels , class Ranges &gt; </td></tr>
<tr class="memitem:af74f43289f60c804b43e0c87305b8991"><td class="memTemplItemLeft" align="right" valign="top">&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classshark_1_1_subrange_kernel.html#af74f43289f60c804b43e0c87305b8991">SubrangeKernel</a> (Kernels const &amp;kernels, Ranges const &amp;ranges)</td></tr>
<tr class="separator:af74f43289f60c804b43e0c87305b8991"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_weighted_sum_kernel"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_weighted_sum_kernel')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_weighted_sum_kernel.html">shark::WeightedSumKernel&lt; InputType &gt;</a></td></tr>
<tr class="memitem:aee096c1b04abdeb6cc2bdd5a5b01ea17 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_aee096c1b04abdeb6cc2bdd5a5b01ea17"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#aee096c1b04abdeb6cc2bdd5a5b01ea17">WeightedSumKernel</a> (std::vector&lt; <a class="el" href="classshark_1_1_abstract_kernel_function.html">AbstractKernelFunction</a>&lt; <a class="el" href="classshark_1_1_abstract_kernel_function.html#a808acb34b9c95c6af0f48177d554bd59">InputType</a> &gt; * &gt; const &amp;base)</td></tr>
<tr class="separator:aee096c1b04abdeb6cc2bdd5a5b01ea17 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abe44dc95e08b7024712f4980e6dbd310 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_abe44dc95e08b7024712f4980e6dbd310"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#abe44dc95e08b7024712f4980e6dbd310">name</a> () const</td></tr>
<tr class="memdesc:abe44dc95e08b7024712f4980e6dbd310 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name.  <br /></td></tr>
<tr class="separator:abe44dc95e08b7024712f4980e6dbd310 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a86efd4f545c8abf4caea4d9c38589e80 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a86efd4f545c8abf4caea4d9c38589e80"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a86efd4f545c8abf4caea4d9c38589e80">isAdaptive</a> (std::size_t index) const</td></tr>
<tr class="memdesc:a86efd4f545c8abf4caea4d9c38589e80 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">Check whether m_base kernel index is adaptive.  <br /></td></tr>
<tr class="separator:a86efd4f545c8abf4caea4d9c38589e80 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aa433177f587bf2a79c7ec36977f15f00 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_aa433177f587bf2a79c7ec36977f15f00"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#aa433177f587bf2a79c7ec36977f15f00">setAdaptive</a> (std::size_t index, bool b=true)</td></tr>
<tr class="memdesc:aa433177f587bf2a79c7ec36977f15f00 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set adaptivity of m_base kernel index.  <br /></td></tr>
<tr class="separator:aa433177f587bf2a79c7ec36977f15f00 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a227f996baf7f509c9cfe2e95f0ba1135 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a227f996baf7f509c9cfe2e95f0ba1135"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a227f996baf7f509c9cfe2e95f0ba1135">setAdaptiveAll</a> (bool b=true)</td></tr>
<tr class="memdesc:a227f996baf7f509c9cfe2e95f0ba1135 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set adaptivity of all m_base kernels.  <br /></td></tr>
<tr class="separator:a227f996baf7f509c9cfe2e95f0ba1135 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3b684ed2ebcb1c8502e8116ee1ba8153 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a3b684ed2ebcb1c8502e8116ee1ba8153"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a3b684ed2ebcb1c8502e8116ee1ba8153">weight</a> (std::size_t index)</td></tr>
<tr class="memdesc:a3b684ed2ebcb1c8502e8116ee1ba8153 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">Get the weight of a kernel.  <br /></td></tr>
<tr class="separator:a3b684ed2ebcb1c8502e8116ee1ba8153 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a74cdcb5818e16690ee1088f6d5c2e77e inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a74cdcb5818e16690ee1088f6d5c2e77e"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a74cdcb5818e16690ee1088f6d5c2e77e">setAdaptiveWeights</a> (bool b)</td></tr>
<tr class="separator:a74cdcb5818e16690ee1088f6d5c2e77e inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a7947a32a41b0bff7ac5e1f5532cccf51 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a7947a32a41b0bff7ac5e1f5532cccf51"><td class="memItemLeft" align="right" valign="top">RealVector&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a7947a32a41b0bff7ac5e1f5532cccf51">parameterVector</a> () const</td></tr>
<tr class="separator:a7947a32a41b0bff7ac5e1f5532cccf51 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a8f5c7a811096153b2cc2add881ea3b41 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a8f5c7a811096153b2cc2add881ea3b41"><td class="memItemLeft" align="right" valign="top">boost::shared_ptr&lt; <a class="el" href="structshark_1_1_state.html">State</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a8f5c7a811096153b2cc2add881ea3b41">createState</a> () const</td></tr>
<tr class="memdesc:a8f5c7a811096153b2cc2add881ea3b41 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">creates the internal state of the kernel  <br /></td></tr>
<tr class="separator:a8f5c7a811096153b2cc2add881ea3b41 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3682a26ae5a4261c1be65d8d672d9252 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a3682a26ae5a4261c1be65d8d672d9252"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a3682a26ae5a4261c1be65d8d672d9252">setParameterVector</a> (RealVector const &amp;newParameters)</td></tr>
<tr class="separator:a3682a26ae5a4261c1be65d8d672d9252 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a0d8ada3a0f91d423094039784f700461 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a0d8ada3a0f91d423094039784f700461"><td class="memItemLeft" align="right" valign="top">std::size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a0d8ada3a0f91d423094039784f700461">numberOfParameters</a> () const</td></tr>
<tr class="memdesc:a0d8ada3a0f91d423094039784f700461 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the number of parameters.  <br /></td></tr>
<tr class="separator:a0d8ada3a0f91d423094039784f700461 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a41a6851266bc6808f2e271e764989349 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a41a6851266bc6808f2e271e764989349"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a41a6851266bc6808f2e271e764989349">eval</a> (<a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6caa8268bc333f331d50366fc679419d">ConstInputReference</a> x1, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6caa8268bc333f331d50366fc679419d">ConstInputReference</a> x2) const</td></tr>
<tr class="separator:a41a6851266bc6808f2e271e764989349 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a2b481f814c6863916b53c9c8918e8bec inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a2b481f814c6863916b53c9c8918e8bec"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a2b481f814c6863916b53c9c8918e8bec">eval</a> (<a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX2, RealMatrix &amp;result) const</td></tr>
<tr class="separator:a2b481f814c6863916b53c9c8918e8bec inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad58a7538e994a5d0a0b5d49e7d582f87 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_ad58a7538e994a5d0a0b5d49e7d582f87"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#ad58a7538e994a5d0a0b5d49e7d582f87">eval</a> (<a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX2, RealMatrix &amp;result, <a class="el" href="structshark_1_1_state.html">State</a> &amp;state) const</td></tr>
<tr class="separator:ad58a7538e994a5d0a0b5d49e7d582f87 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a32e469b9516edfadd503609e68c2ab4a inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a32e469b9516edfadd503609e68c2ab4a"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a32e469b9516edfadd503609e68c2ab4a">weightedParameterDerivative</a> (<a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX2, RealMatrix const &amp;coefficients, <a class="el" href="structshark_1_1_state.html">State</a> const &amp;state, RealVector &amp;gradient) const</td></tr>
<tr class="separator:a32e469b9516edfadd503609e68c2ab4a inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ac85e0509d78aeb0909c9a4b3876eb94f inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_ac85e0509d78aeb0909c9a4b3876eb94f"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#ac85e0509d78aeb0909c9a4b3876eb94f">weightedInputDerivative</a> (<a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX2, RealMatrix const &amp;coefficientsX2, <a class="el" href="structshark_1_1_state.html">State</a> const &amp;state, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#afe31030a33669b789e1d92d56da07882">BatchInputType</a> &amp;gradient) const</td></tr>
<tr class="separator:ac85e0509d78aeb0909c9a4b3876eb94f inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a03eb586f4658acdf41643b761f932b3d inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a03eb586f4658acdf41643b761f932b3d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a03eb586f4658acdf41643b761f932b3d">read</a> (<a class="el" href="namespaceshark.html#ada68729491840669e47c8ad42282424f">InArchive</a> &amp;ar)</td></tr>
<tr class="memdesc:a03eb586f4658acdf41643b761f932b3d inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_serializable.html" title="Abstracts serializing functionality.">ISerializable</a>, reads a metric from an archive.  <br /></td></tr>
<tr class="separator:a03eb586f4658acdf41643b761f932b3d inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a8e7dc5ce57c2378159ff080e49a18382 inherit pub_methods_classshark_1_1_weighted_sum_kernel" id="r_a8e7dc5ce57c2378159ff080e49a18382"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a8e7dc5ce57c2378159ff080e49a18382">write</a> (<a class="el" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524">OutArchive</a> &amp;ar) const</td></tr>
<tr class="memdesc:a8e7dc5ce57c2378159ff080e49a18382 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_serializable.html" title="Abstracts serializing functionality.">ISerializable</a>, writes a metric to an archive.  <br /></td></tr>
<tr class="separator:a8e7dc5ce57c2378159ff080e49a18382 inherit pub_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_abstract_kernel_function"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_abstract_kernel_function')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_abstract_kernel_function.html">shark::AbstractKernelFunction&lt; InputTypeT &gt;</a></td></tr>
<tr class="memitem:a81ed7e2e580d7967ba21d82cf8105c4c inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a81ed7e2e580d7967ba21d82cf8105c4c"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a81ed7e2e580d7967ba21d82cf8105c4c">AbstractKernelFunction</a> ()</td></tr>
<tr class="separator:a81ed7e2e580d7967ba21d82cf8105c4c inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad813e7a91adf505e31224fba2e0ee8d1 inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_ad813e7a91adf505e31224fba2e0ee8d1"><td class="memItemLeft" align="right" valign="top">const <a class="el" href="classshark_1_1_abstract_kernel_function.html#a63fdfe8b374750b9fa8288e06a666919">Features</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#ad813e7a91adf505e31224fba2e0ee8d1">features</a> () const</td></tr>
<tr class="separator:ad813e7a91adf505e31224fba2e0ee8d1 inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a6e65f245e63e075562917986673b99af inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a6e65f245e63e075562917986673b99af"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a6e65f245e63e075562917986673b99af">updateFeatures</a> ()</td></tr>
<tr class="separator:a6e65f245e63e075562917986673b99af inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ac0c799ac75db64200256ed50d34d2411 inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_ac0c799ac75db64200256ed50d34d2411"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#ac0c799ac75db64200256ed50d34d2411">hasFirstParameterDerivative</a> () const</td></tr>
<tr class="separator:ac0c799ac75db64200256ed50d34d2411 inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a505ca00275044073f08aae949127a76f inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a505ca00275044073f08aae949127a76f"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a505ca00275044073f08aae949127a76f">hasFirstInputDerivative</a> () const</td></tr>
<tr class="separator:a505ca00275044073f08aae949127a76f inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3b60def6354aac30a9c2ce5bffa6f9ae inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a3b60def6354aac30a9c2ce5bffa6f9ae"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a3b60def6354aac30a9c2ce5bffa6f9ae">isNormalized</a> () const</td></tr>
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<tr class="memitem:a225fbad3a0efdac21e4422576de2ce4e inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a225fbad3a0efdac21e4422576de2ce4e"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a225fbad3a0efdac21e4422576de2ce4e">supportsVariableInputSize</a> () const</td></tr>
<tr class="separator:a225fbad3a0efdac21e4422576de2ce4e inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abd10e3815efade90c7f9e2a7cc8bcb6c inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_abd10e3815efade90c7f9e2a7cc8bcb6c"><td class="memItemLeft" align="right" valign="top">virtual double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#abd10e3815efade90c7f9e2a7cc8bcb6c">eval</a> (<a class="el" href="classshark_1_1_abstract_kernel_function.html#a40e365cb5ec7d2776105a4aef4e78df3">ConstInputReference</a> x1, <a class="el" href="classshark_1_1_abstract_kernel_function.html#a40e365cb5ec7d2776105a4aef4e78df3">ConstInputReference</a> x2) const</td></tr>
<tr class="memdesc:abd10e3815efade90c7f9e2a7cc8bcb6c inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Evaluates the kernel function.  <br /></td></tr>
<tr class="separator:abd10e3815efade90c7f9e2a7cc8bcb6c inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a187783089e5ee24875e43b8865b1a46e inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a187783089e5ee24875e43b8865b1a46e"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a187783089e5ee24875e43b8865b1a46e">operator()</a> (<a class="el" href="classshark_1_1_abstract_kernel_function.html#a40e365cb5ec7d2776105a4aef4e78df3">ConstInputReference</a> x1, <a class="el" href="classshark_1_1_abstract_kernel_function.html#a40e365cb5ec7d2776105a4aef4e78df3">ConstInputReference</a> x2) const</td></tr>
<tr class="memdesc:a187783089e5ee24875e43b8865b1a46e inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Convenience operator which evaluates the kernel function.  <br /></td></tr>
<tr class="separator:a187783089e5ee24875e43b8865b1a46e inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:af9edfdfdd3cbee76f67f47cf244f8b3b inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_af9edfdfdd3cbee76f67f47cf244f8b3b"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#af9edfdfdd3cbee76f67f47cf244f8b3b">eval</a> (<a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX2, RealMatrix &amp;result, <a class="el" href="structshark_1_1_state.html">State</a> &amp;state) const =0</td></tr>
<tr class="memdesc:af9edfdfdd3cbee76f67f47cf244f8b3b inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Evaluates the subset of the KernelGram matrix which is defined by X1(rows) and X2 (columns).  <br /></td></tr>
<tr class="separator:af9edfdfdd3cbee76f67f47cf244f8b3b inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abfb9bc53f137dc1e28bf875e8851c26b inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_abfb9bc53f137dc1e28bf875e8851c26b"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#abfb9bc53f137dc1e28bf875e8851c26b">eval</a> (<a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX2, RealMatrix &amp;result) const</td></tr>
<tr class="memdesc:abfb9bc53f137dc1e28bf875e8851c26b inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Evaluates the subset of the KernelGram matrix which is defined by X1(rows) and X2 (columns).  <br /></td></tr>
<tr class="separator:abfb9bc53f137dc1e28bf875e8851c26b inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a2d5586ade0c39f0513c8e53ec5f99ed6 inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a2d5586ade0c39f0513c8e53ec5f99ed6"><td class="memItemLeft" align="right" valign="top">RealMatrix&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a2d5586ade0c39f0513c8e53ec5f99ed6">operator()</a> (<a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX2) const</td></tr>
<tr class="memdesc:a2d5586ade0c39f0513c8e53ec5f99ed6 inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Evaluates the subset of the KernelGram matrix which is defined by X1(rows) and X2 (columns).  <br /></td></tr>
<tr class="separator:a2d5586ade0c39f0513c8e53ec5f99ed6 inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a48557b9834bc06ccb4e005ce441904c8 inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a48557b9834bc06ccb4e005ce441904c8"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a48557b9834bc06ccb4e005ce441904c8">weightedParameterDerivative</a> (<a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX2, RealMatrix const &amp;coefficients, <a class="el" href="structshark_1_1_state.html">State</a> const &amp;state, RealVector &amp;gradient) const</td></tr>
<tr class="memdesc:a48557b9834bc06ccb4e005ce441904c8 inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Computes the gradient of the parameters as a weighted sum over the gradient of all elements of the batch.  <br /></td></tr>
<tr class="separator:a48557b9834bc06ccb4e005ce441904c8 inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:af534a7a45f73baab879c2f0bfb75f00a inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_af534a7a45f73baab879c2f0bfb75f00a"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#af534a7a45f73baab879c2f0bfb75f00a">weightedInputDerivative</a> (<a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX2, RealMatrix const &amp;coefficientsX2, <a class="el" href="structshark_1_1_state.html">State</a> const &amp;state, <a class="el" href="classshark_1_1_abstract_kernel_function.html#adbf700c2ece7236c70cef4b88777a733">BatchInputType</a> &amp;gradient) const</td></tr>
<tr class="memdesc:af534a7a45f73baab879c2f0bfb75f00a inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Calculates the derivative of the inputs X1 (only x1!).  <br /></td></tr>
<tr class="separator:af534a7a45f73baab879c2f0bfb75f00a inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4526b02196952d7af3bc76633c8bd6b7 inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a4526b02196952d7af3bc76633c8bd6b7"><td class="memItemLeft" align="right" valign="top">virtual double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a4526b02196952d7af3bc76633c8bd6b7">featureDistanceSqr</a> (<a class="el" href="classshark_1_1_abstract_kernel_function.html#a40e365cb5ec7d2776105a4aef4e78df3">ConstInputReference</a> x1, <a class="el" href="classshark_1_1_abstract_kernel_function.html#a40e365cb5ec7d2776105a4aef4e78df3">ConstInputReference</a> x2) const</td></tr>
<tr class="memdesc:a4526b02196952d7af3bc76633c8bd6b7 inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Computes the squared distance in the kernel induced feature space.  <br /></td></tr>
<tr class="separator:a4526b02196952d7af3bc76633c8bd6b7 inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5abde1fffe84a51cb07c2242eef632ef inherit pub_methods_classshark_1_1_abstract_kernel_function" id="r_a5abde1fffe84a51cb07c2242eef632ef"><td class="memItemLeft" align="right" valign="top">virtual RealMatrix&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a5abde1fffe84a51cb07c2242eef632ef">featureDistanceSqr</a> (<a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a> batchX2) const</td></tr>
<tr class="memdesc:a5abde1fffe84a51cb07c2242eef632ef inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Computes the squared distance in the kernel induced feature space.  <br /></td></tr>
<tr class="separator:a5abde1fffe84a51cb07c2242eef632ef inherit pub_methods_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_abstract_metric"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_abstract_metric')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_abstract_metric.html">shark::AbstractMetric&lt; InputTypeT &gt;</a></td></tr>
<tr class="memitem:aeb00f4cd45e33127a8e0580aa8f1e6f0 inherit pub_methods_classshark_1_1_abstract_metric" id="r_aeb00f4cd45e33127a8e0580aa8f1e6f0"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_metric.html#aeb00f4cd45e33127a8e0580aa8f1e6f0">AbstractMetric</a> ()</td></tr>
<tr class="separator:aeb00f4cd45e33127a8e0580aa8f1e6f0 inherit pub_methods_classshark_1_1_abstract_metric"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a137acb940aeb83bc435414651b347db9 inherit pub_methods_classshark_1_1_abstract_metric" id="r_a137acb940aeb83bc435414651b347db9"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_metric.html#a137acb940aeb83bc435414651b347db9">~AbstractMetric</a> ()</td></tr>
<tr class="separator:a137acb940aeb83bc435414651b347db9 inherit pub_methods_classshark_1_1_abstract_metric"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a7daef46282ceda23dd469bc51afacf14 inherit pub_methods_classshark_1_1_abstract_metric" id="r_a7daef46282ceda23dd469bc51afacf14"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_metric.html#a7daef46282ceda23dd469bc51afacf14">featureDistance</a> (<a class="el" href="classshark_1_1_abstract_metric.html#ad56b88ee5dab414cc3fe71ef6a36aa19">ConstInputReference</a> x1, <a class="el" href="classshark_1_1_abstract_metric.html#ad56b88ee5dab414cc3fe71ef6a36aa19">ConstInputReference</a> x2) const</td></tr>
<tr class="memdesc:a7daef46282ceda23dd469bc51afacf14 inherit pub_methods_classshark_1_1_abstract_metric"><td class="mdescLeft">&#160;</td><td class="mdescRight">Computes the distance in the kernel induced feature space.  <br /></td></tr>
<tr class="separator:a7daef46282ceda23dd469bc51afacf14 inherit pub_methods_classshark_1_1_abstract_metric"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_nameable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_nameable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_nameable.html">shark::INameable</a></td></tr>
<tr class="memitem:a877dbdfc6b58ea836495143cea44a98c inherit pub_methods_classshark_1_1_i_nameable" id="r_a877dbdfc6b58ea836495143cea44a98c"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_nameable.html#a877dbdfc6b58ea836495143cea44a98c">~INameable</a> ()</td></tr>
<tr class="separator:a877dbdfc6b58ea836495143cea44a98c inherit pub_methods_classshark_1_1_i_nameable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_parameterizable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_parameterizable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_parameterizable.html">shark::IParameterizable&lt; VectorType &gt;</a></td></tr>
<tr class="memitem:a9e3a11172e74d1aa7292f3de4e2b6ebc inherit pub_methods_classshark_1_1_i_parameterizable" id="r_a9e3a11172e74d1aa7292f3de4e2b6ebc"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_parameterizable.html#a9e3a11172e74d1aa7292f3de4e2b6ebc">~IParameterizable</a> ()</td></tr>
<tr class="separator:a9e3a11172e74d1aa7292f3de4e2b6ebc inherit pub_methods_classshark_1_1_i_parameterizable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_serializable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_serializable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_serializable.html">shark::ISerializable</a></td></tr>
<tr class="memitem:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable" id="r_a7baa9ce108d7278822297ce15882782a"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a7baa9ce108d7278822297ce15882782a">~ISerializable</a> ()</td></tr>
<tr class="memdesc:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Virtual d'tor.  <br /></td></tr>
<tr class="separator:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable" id="r_abdda0c5b8e065b8afbac2cba8f58e841"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#abdda0c5b8e065b8afbac2cba8f58e841">load</a> (<a class="el" href="namespaceshark.html#ada68729491840669e47c8ad42282424f">InArchive</a> &amp;archive, unsigned int version)</td></tr>
<tr class="memdesc:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned loading of components, calls read(...).  <br /></td></tr>
<tr class="separator:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable" id="r_a5bf66fa8db15cc529bec98976a2f5255"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a5bf66fa8db15cc529bec98976a2f5255">save</a> (<a class="el" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524">OutArchive</a> &amp;archive, unsigned int version) const</td></tr>
<tr class="memdesc:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned storing of components, calls write(...).  <br /></td></tr>
<tr class="separator:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4560a94e8f4908fe8627e41e7d965735 inherit pub_methods_classshark_1_1_i_serializable" id="r_a4560a94e8f4908fe8627e41e7d965735"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a4560a94e8f4908fe8627e41e7d965735">BOOST_SERIALIZATION_SPLIT_MEMBER</a> ()</td></tr>
<tr class="separator:a4560a94e8f4908fe8627e41e7d965735 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="inherited" name="inherited"></a>
Additional Inherited Members</h2></td></tr>
<tr class="inherit_header pub_types_classshark_1_1_weighted_sum_kernel"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_weighted_sum_kernel')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_weighted_sum_kernel.html">shark::WeightedSumKernel&lt; InputType &gt;</a></td></tr>
<tr class="memitem:afe31030a33669b789e1d92d56da07882 inherit pub_types_classshark_1_1_weighted_sum_kernel" id="r_afe31030a33669b789e1d92d56da07882"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_kernel_function.html#adbf700c2ece7236c70cef4b88777a733">base_type::BatchInputType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#afe31030a33669b789e1d92d56da07882">BatchInputType</a></td></tr>
<tr class="separator:afe31030a33669b789e1d92d56da07882 inherit pub_types_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a6caa8268bc333f331d50366fc679419d inherit pub_types_classshark_1_1_weighted_sum_kernel" id="r_a6caa8268bc333f331d50366fc679419d"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_kernel_function.html#a40e365cb5ec7d2776105a4aef4e78df3">base_type::ConstInputReference</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6caa8268bc333f331d50366fc679419d">ConstInputReference</a></td></tr>
<tr class="separator:a6caa8268bc333f331d50366fc679419d inherit pub_types_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a6c0691276ad97eaf6030cb2e5ab24679 inherit pub_types_classshark_1_1_weighted_sum_kernel" id="r_a6c0691276ad97eaf6030cb2e5ab24679"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">base_type::ConstBatchInputReference</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a></td></tr>
<tr class="separator:a6c0691276ad97eaf6030cb2e5ab24679 inherit pub_types_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_types_classshark_1_1_abstract_kernel_function"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_abstract_kernel_function')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_abstract_kernel_function.html">shark::AbstractKernelFunction&lt; InputTypeT &gt;</a></td></tr>
<tr class="memitem:af54c80ca837961761506e6c2eec15bde inherit pub_types_classshark_1_1_abstract_kernel_function" id="r_af54c80ca837961761506e6c2eec15bde"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#af54c80ca837961761506e6c2eec15bde">Feature</a> { <a class="el" href="classshark_1_1_abstract_kernel_function.html#af54c80ca837961761506e6c2eec15bdead621a9ae065d91a154055a38a7ea72f8">HAS_FIRST_PARAMETER_DERIVATIVE</a> = 1
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<tr class="memdesc:af54c80ca837961761506e6c2eec15bde"><td class="mdescLeft">&#160;</td><td class="mdescRight">enumerations of kerneland metric features (flags)  <a href="classshark_1_1_abstract_kernel_function.html#af54c80ca837961761506e6c2eec15bde">More...</a><br /></td></tr>
<tr class="separator:af54c80ca837961761506e6c2eec15bde inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a808acb34b9c95c6af0f48177d554bd59 inherit pub_types_classshark_1_1_abstract_kernel_function" id="r_a808acb34b9c95c6af0f48177d554bd59"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_metric.html#a8ef376e183e0fac88fc9234204c75569">base_type::InputType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a808acb34b9c95c6af0f48177d554bd59">InputType</a></td></tr>
<tr class="memdesc:a808acb34b9c95c6af0f48177d554bd59 inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Input type of the Kernel.  <br /></td></tr>
<tr class="separator:a808acb34b9c95c6af0f48177d554bd59 inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:adbf700c2ece7236c70cef4b88777a733 inherit pub_types_classshark_1_1_abstract_kernel_function" id="r_adbf700c2ece7236c70cef4b88777a733"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_metric.html#a3ed2427fcee73de8368e0e24ce61cada">base_type::BatchInputType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#adbf700c2ece7236c70cef4b88777a733">BatchInputType</a></td></tr>
<tr class="memdesc:adbf700c2ece7236c70cef4b88777a733 inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">batch input type of the kernel  <br /></td></tr>
<tr class="separator:adbf700c2ece7236c70cef4b88777a733 inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a40e365cb5ec7d2776105a4aef4e78df3 inherit pub_types_classshark_1_1_abstract_kernel_function" id="r_a40e365cb5ec7d2776105a4aef4e78df3"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_metric.html#ad56b88ee5dab414cc3fe71ef6a36aa19">base_type::ConstInputReference</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a40e365cb5ec7d2776105a4aef4e78df3">ConstInputReference</a></td></tr>
<tr class="memdesc:a40e365cb5ec7d2776105a4aef4e78df3 inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Const references to InputType.  <br /></td></tr>
<tr class="separator:a40e365cb5ec7d2776105a4aef4e78df3 inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:af923f26f3d015156bb5ac159b302311b inherit pub_types_classshark_1_1_abstract_kernel_function" id="r_af923f26f3d015156bb5ac159b302311b"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_metric.html#aded3435936965bcee46366318e37cbc9">base_type::ConstBatchInputReference</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#af923f26f3d015156bb5ac159b302311b">ConstBatchInputReference</a></td></tr>
<tr class="memdesc:af923f26f3d015156bb5ac159b302311b inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Const references to BatchInputType.  <br /></td></tr>
<tr class="separator:af923f26f3d015156bb5ac159b302311b inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a63fdfe8b374750b9fa8288e06a666919 inherit pub_types_classshark_1_1_abstract_kernel_function" id="r_a63fdfe8b374750b9fa8288e06a666919"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_typed_flags.html">TypedFlags</a>&lt; <a class="el" href="classshark_1_1_abstract_kernel_function.html#af54c80ca837961761506e6c2eec15bde">Feature</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a63fdfe8b374750b9fa8288e06a666919">Features</a></td></tr>
<tr class="memdesc:a63fdfe8b374750b9fa8288e06a666919 inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">This statement declares the member m_features. See <a class="el" href="_flags_8h.html">Core/Flags.h</a> for details.  <br /></td></tr>
<tr class="separator:a63fdfe8b374750b9fa8288e06a666919 inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a619eef1551440a251e305cc6cd88d2f8 inherit pub_types_classshark_1_1_abstract_kernel_function" id="r_a619eef1551440a251e305cc6cd88d2f8"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_typed_feature_not_available_exception.html">TypedFeatureNotAvailableException</a>&lt; <a class="el" href="classshark_1_1_abstract_kernel_function.html#af54c80ca837961761506e6c2eec15bde">Feature</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a619eef1551440a251e305cc6cd88d2f8">FeatureNotAvailableException</a></td></tr>
<tr class="separator:a619eef1551440a251e305cc6cd88d2f8 inherit pub_types_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_types_classshark_1_1_abstract_metric"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_abstract_metric')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_abstract_metric.html">shark::AbstractMetric&lt; InputTypeT &gt;</a></td></tr>
<tr class="memitem:a8ef376e183e0fac88fc9234204c75569 inherit pub_types_classshark_1_1_abstract_metric" id="r_a8ef376e183e0fac88fc9234204c75569"><td class="memItemLeft" align="right" valign="top">typedef InputTypeT&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_metric.html#a8ef376e183e0fac88fc9234204c75569">InputType</a></td></tr>
<tr class="memdesc:a8ef376e183e0fac88fc9234204c75569 inherit pub_types_classshark_1_1_abstract_metric"><td class="mdescLeft">&#160;</td><td class="mdescRight">Input type of the Kernel.  <br /></td></tr>
<tr class="separator:a8ef376e183e0fac88fc9234204c75569 inherit pub_types_classshark_1_1_abstract_metric"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3ed2427fcee73de8368e0e24ce61cada inherit pub_types_classshark_1_1_abstract_metric" id="r_a3ed2427fcee73de8368e0e24ce61cada"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structshark_1_1_batch.html">Batch</a>&lt; InputTypeT &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_metric.html#a3ed2427fcee73de8368e0e24ce61cada">BatchInputType</a></td></tr>
<tr class="memdesc:a3ed2427fcee73de8368e0e24ce61cada inherit pub_types_classshark_1_1_abstract_metric"><td class="mdescLeft">&#160;</td><td class="mdescRight">batch input type of the kernel  <br /></td></tr>
<tr class="separator:a3ed2427fcee73de8368e0e24ce61cada inherit pub_types_classshark_1_1_abstract_metric"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad56b88ee5dab414cc3fe71ef6a36aa19 inherit pub_types_classshark_1_1_abstract_metric" id="r_ad56b88ee5dab414cc3fe71ef6a36aa19"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structshark_1_1_const_proxy_reference.html">ConstProxyReference</a>&lt; InputTypeconst &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_metric.html#ad56b88ee5dab414cc3fe71ef6a36aa19">ConstInputReference</a></td></tr>
<tr class="memdesc:ad56b88ee5dab414cc3fe71ef6a36aa19 inherit pub_types_classshark_1_1_abstract_metric"><td class="mdescLeft">&#160;</td><td class="mdescRight">Const references to InputType.  <br /></td></tr>
<tr class="separator:ad56b88ee5dab414cc3fe71ef6a36aa19 inherit pub_types_classshark_1_1_abstract_metric"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aded3435936965bcee46366318e37cbc9 inherit pub_types_classshark_1_1_abstract_metric" id="r_aded3435936965bcee46366318e37cbc9"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structshark_1_1_const_proxy_reference.html">ConstProxyReference</a>&lt; BatchInputTypeconst &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_metric.html#aded3435936965bcee46366318e37cbc9">ConstBatchInputReference</a></td></tr>
<tr class="memdesc:aded3435936965bcee46366318e37cbc9 inherit pub_types_classshark_1_1_abstract_metric"><td class="mdescLeft">&#160;</td><td class="mdescRight">Const references to BatchInputType.  <br /></td></tr>
<tr class="separator:aded3435936965bcee46366318e37cbc9 inherit pub_types_classshark_1_1_abstract_metric"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_types_classshark_1_1_i_parameterizable"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_i_parameterizable')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_i_parameterizable.html">shark::IParameterizable&lt; VectorType &gt;</a></td></tr>
<tr class="memitem:a2ad5e2e60b2b352988b41f46024d790b inherit pub_types_classshark_1_1_i_parameterizable" id="r_a2ad5e2e60b2b352988b41f46024d790b"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="_c_svm_linear_8cpp.html#ab106d665148183a2dc94dcf8716c9203">VectorType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_parameterizable.html#a2ad5e2e60b2b352988b41f46024d790b">ParameterVectorType</a></td></tr>
<tr class="separator:a2ad5e2e60b2b352988b41f46024d790b inherit pub_types_classshark_1_1_i_parameterizable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pro_methods_classshark_1_1_weighted_sum_kernel"><td colspan="2" onclick="javascript:toggleInherit('pro_methods_classshark_1_1_weighted_sum_kernel')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classshark_1_1_weighted_sum_kernel.html">shark::WeightedSumKernel&lt; InputType &gt;</a></td></tr>
<tr class="memitem:a3ea97fa30195ad2fda455a58fa2e2839 inherit pro_methods_classshark_1_1_weighted_sum_kernel" id="r_a3ea97fa30195ad2fda455a58fa2e2839"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a3ea97fa30195ad2fda455a58fa2e2839">updateNumberOfParameters</a> ()</td></tr>
<tr class="separator:a3ea97fa30195ad2fda455a58fa2e2839 inherit pro_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a8b3fc6653bb38681f0292d81251103a4 inherit pro_methods_classshark_1_1_weighted_sum_kernel" id="r_a8b3fc6653bb38681f0292d81251103a4"><td class="memTemplParams" colspan="2">template&lt;class T &gt; </td></tr>
<tr class="memitem:a8b3fc6653bb38681f0292d81251103a4 inherit pro_methods_classshark_1_1_weighted_sum_kernel"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a8b3fc6653bb38681f0292d81251103a4">weightedInputDerivativeImpl</a> (<a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX2, RealMatrix const &amp;coefficientsX2, <a class="el" href="structshark_1_1_state.html">State</a> const &amp;state, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#afe31030a33669b789e1d92d56da07882">BatchInputType</a> &amp;gradient, typename boost::enable_if&lt; boost::is_same&lt; T, RealMatrix &gt; &gt;::type *dummy=0) const</td></tr>
<tr class="separator:a8b3fc6653bb38681f0292d81251103a4 inherit pro_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a9c33d52aa95a25710f74bfbcd32c1e8b inherit pro_methods_classshark_1_1_weighted_sum_kernel" id="r_a9c33d52aa95a25710f74bfbcd32c1e8b"><td class="memTemplParams" colspan="2">template&lt;class T &gt; </td></tr>
<tr class="memitem:a9c33d52aa95a25710f74bfbcd32c1e8b inherit pro_methods_classshark_1_1_weighted_sum_kernel"><td class="memTemplItemLeft" align="right" valign="top">void&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a9c33d52aa95a25710f74bfbcd32c1e8b">weightedInputDerivativeImpl</a> (<a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX1, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#a6c0691276ad97eaf6030cb2e5ab24679">ConstBatchInputReference</a> batchX2, RealMatrix const &amp;coefficientsX2, <a class="el" href="structshark_1_1_state.html">State</a> const &amp;state, <a class="el" href="classshark_1_1_weighted_sum_kernel.html#afe31030a33669b789e1d92d56da07882">BatchInputType</a> &amp;gradient, typename boost::disable_if&lt; boost::is_same&lt; T, RealMatrix &gt; &gt;::type *dummy=0) const</td></tr>
<tr class="separator:a9c33d52aa95a25710f74bfbcd32c1e8b inherit pro_methods_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pro_attribs_classshark_1_1_weighted_sum_kernel"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classshark_1_1_weighted_sum_kernel')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classshark_1_1_weighted_sum_kernel.html">shark::WeightedSumKernel&lt; InputType &gt;</a></td></tr>
<tr class="memitem:a4028738f9aa22e1edab8867bb2aff529 inherit pro_attribs_classshark_1_1_weighted_sum_kernel" id="r_a4028738f9aa22e1edab8867bb2aff529"><td class="memItemLeft" align="right" valign="top">std::vector&lt; <a class="el" href="structshark_1_1_weighted_sum_kernel_1_1t_base.html">tBase</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a4028738f9aa22e1edab8867bb2aff529">m_base</a></td></tr>
<tr class="memdesc:a4028738f9aa22e1edab8867bb2aff529 inherit pro_attribs_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">collection of m_base kernels  <br /></td></tr>
<tr class="separator:a4028738f9aa22e1edab8867bb2aff529 inherit pro_attribs_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aff1ee3807f90b696b4e5e367d0091e1b inherit pro_attribs_classshark_1_1_weighted_sum_kernel" id="r_aff1ee3807f90b696b4e5e367d0091e1b"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#aff1ee3807f90b696b4e5e367d0091e1b">m_weightsum</a></td></tr>
<tr class="memdesc:aff1ee3807f90b696b4e5e367d0091e1b inherit pro_attribs_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">sum of all weights  <br /></td></tr>
<tr class="separator:aff1ee3807f90b696b4e5e367d0091e1b inherit pro_attribs_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aca8bc10711b10be934175ca051a9b64b inherit pro_attribs_classshark_1_1_weighted_sum_kernel" id="r_aca8bc10711b10be934175ca051a9b64b"><td class="memItemLeft" align="right" valign="top">std::size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#aca8bc10711b10be934175ca051a9b64b">m_numParameters</a></td></tr>
<tr class="memdesc:aca8bc10711b10be934175ca051a9b64b inherit pro_attribs_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">total number of parameters  <br /></td></tr>
<tr class="separator:aca8bc10711b10be934175ca051a9b64b inherit pro_attribs_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a763f50399f37666fc1f81a6fed05e062 inherit pro_attribs_classshark_1_1_weighted_sum_kernel" id="r_a763f50399f37666fc1f81a6fed05e062"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_weighted_sum_kernel.html#a763f50399f37666fc1f81a6fed05e062">m_adaptWeights</a></td></tr>
<tr class="memdesc:a763f50399f37666fc1f81a6fed05e062 inherit pro_attribs_classshark_1_1_weighted_sum_kernel"><td class="mdescLeft">&#160;</td><td class="mdescRight">whether the weights should be adapted  <br /></td></tr>
<tr class="separator:a763f50399f37666fc1f81a6fed05e062 inherit pro_attribs_classshark_1_1_weighted_sum_kernel"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pro_attribs_classshark_1_1_abstract_kernel_function"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classshark_1_1_abstract_kernel_function')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classshark_1_1_abstract_kernel_function.html">shark::AbstractKernelFunction&lt; InputTypeT &gt;</a></td></tr>
<tr class="memitem:aa13e9ab3b8bbad9e1d773468671703e6 inherit pro_attribs_classshark_1_1_abstract_kernel_function" id="r_aa13e9ab3b8bbad9e1d773468671703e6"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_abstract_kernel_function.html#a63fdfe8b374750b9fa8288e06a666919">Features</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_kernel_function.html#aa13e9ab3b8bbad9e1d773468671703e6">m_features</a></td></tr>
<tr class="separator:aa13e9ab3b8bbad9e1d773468671703e6 inherit pro_attribs_classshark_1_1_abstract_kernel_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><div class="compoundTemplParams">template&lt;class <a class="el" href="classshark_1_1_abstract_kernel_function.html#a808acb34b9c95c6af0f48177d554bd59">InputType</a>, class InnerKernel = WeightedSumKernel&lt;InputType&gt;&gt;<br />
class shark::SubrangeKernel&lt; InputType, InnerKernel &gt;</div><p>Weighted sum of kernel functions. </p>
<p>For a set of positive definite kernels \( k_1, \dots, k_n \) with positive coeffitients \( w_1, \dots, w_n \) the sum </p><p class="formulaDsp">
\[ \tilde k(x_1, x_2) := \sum_{i=1}^{n} w_i \cdot k_i(x_1, x_2) \]
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<p> is again a positive definite kernel function. This still holds when the sub-kernels only operate of a subset of features, that is, when we have a direct sum kernel ( see e.g. the UCSC Technical Report UCSC-CRL-99-10: Convolution Kernels on Discrete Structures by David Haussler ).</p>
<p>This class is very similar to the <a class="el" href="classshark_1_1_weighted_sum_kernel.html#aee096c1b04abdeb6cc2bdd5a5b01ea17">WeightedSumKernel</a> , except that it assumes it's inputs to be tuples of values \( x=(x_1,\dots, x_n) \) and we calculate the direct sum of kernels </p><p class="formulaDsp">
\[ \tilde k(x, y) := \sum_{i=1}^{n} w_i \cdot k_i(x_i, y_i) \]
</p>
<p>Internally, the weights are represented as \( w_i = \exp(\xi_i) \) to allow for unconstrained optimization.</p>
<p>The result of the kernel evaluation is devided by the sum of the kernel weights, so that in total, this amounts to fixing the sum of the weights to one. </p>

<p class="definition">Definition at line <a class="el" href="_subrange_kernel_8h_source.html#l00190">190</a> of file <a class="el" href="_subrange_kernel_8h_source.html">SubrangeKernel.h</a>.</p>
</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#af74f43289f60c804b43e0c87305b8991">&#9670;&#160;</a></span>SubrangeKernel()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_kernel_function.html#a808acb34b9c95c6af0f48177d554bd59">InputType</a> , class InnerKernel  = WeightedSumKernel&lt;InputType&gt;&gt; </div>
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template&lt;class Kernels , class Ranges &gt; </div>
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          <td class="memname"><a class="el" href="classshark_1_1_subrange_kernel.html">shark::SubrangeKernel</a>&lt; <a class="el" href="classshark_1_1_abstract_kernel_function.html#a808acb34b9c95c6af0f48177d554bd59">InputType</a>, InnerKernel &gt;::SubrangeKernel </td>
          <td>(</td>
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          <td class="paramname"><em>kernels</em>, </td>
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          <td class="paramname"><em>ranges</em>&#160;</td>
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<p class="definition">Definition at line <a class="el" href="_subrange_kernel_8h_source.html#l00203">203</a> of file <a class="el" href="_subrange_kernel_8h_source.html">SubrangeKernel.h</a>.</p>

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<h2 class="groupheader">Member Function Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#ad3d16c38f2af5e5cb43bcf716bea225b">&#9670;&#160;</a></span>name()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_kernel_function.html#a808acb34b9c95c6af0f48177d554bd59">InputType</a> , class InnerKernel  = WeightedSumKernel&lt;InputType&gt;&gt; </div>
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          <td class="memname">std::string <a class="el" href="classshark_1_1_subrange_kernel.html">shark::SubrangeKernel</a>&lt; <a class="el" href="classshark_1_1_abstract_kernel_function.html#a808acb34b9c95c6af0f48177d554bd59">InputType</a>, InnerKernel &gt;::name </td>
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<p>From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name. </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_i_nameable.html#a9893f99314de30cd472e649c235d0db4">shark::INameable</a>.</p>

<p class="definition">Definition at line <a class="el" href="_subrange_kernel_8h_source.html#l00199">199</a> of file <a class="el" href="_subrange_kernel_8h_source.html">SubrangeKernel.h</a>.</p>

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<hr/>The documentation for this class was generated from the following file:<ul>
<li>include/shark/Models/Kernels/<a class="el" href="_subrange_kernel_8h_source.html">SubrangeKernel.h</a></li>
</ul>
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